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Exploring Starts Are Not Enough: Counterexamples and a Fix for Monte Carlo Exploring Starts

arXiv cs.LG · 2026-06-16 Cached

This paper presents counterexamples showing that Monte Carlo Exploring Starts can converge to suboptimal solutions in tabular reinforcement learning, and provides a modification that guarantees convergence to optimality by scaling learning rates inversely to update frequencies.

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